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What is the importance of context in LLMs?

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Answer

Context is crucial for LLMs as it directly influences their ability to generate relevant and coherent responses. Understanding the context allows LLMs to grasp the nuances of language, such as idioms, cultural references, and the intent behind user queries. Models that can maintain context over longer conversations or texts are more effective in applications like chatbots and content generation. Techniques such as attention mechanisms help LLMs focus on relevant parts of the input, enabling them to produce contextually appropriate outputs and enhancing the overall user experience.

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My name is Andrei Daniel P. and I have over 10 years years of experience in the tech industry. I specialize in the following technologies: API Development, Custom PHP, Laravel, Application Performance Monitoring Software, New Relic, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: Reggio Emilia real estate portal for listings valuations, and ads, Italian site for fast access to local government services and payments, Production ready Docker Compose stack for Laravel with Traefik, Monitoring and Observability setup and maintenance for Saas project, Monitoring and Observability setup and maintenance for Saas project, etc.. I am based in Rio Saliceto, Italy. I've successfully completed 15 projects while developing at Softaims. I possess comprehensive technical expertise across the entire solution lifecycle, from user interfaces and information management to system architecture and deployment pipelines. This end-to-end perspective allows me to build solutions that are harmonious and efficient across all functional layers. I excel at managing technical health and ensuring that every component of the system adheres to the highest standards of performance and security. Working at Softaims, I ensure that integration is seamless and the overall architecture is sound and well-defined. My commitment is to taking full ownership of project delivery, moving quickly and decisively to resolve issues and deliver high-quality features that meet or exceed the client's commercial objectives.

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My name is Maxy A. and I have over 2 years years of experience in the tech industry. I specialize in the following technologies: Python, Flask, Django, FastAPI, JavaScript, etc.. I hold a degree in . Some of the notable projects I’ve worked on include: Oil & Gas Production Data System (Medco Energi), Automotive Leasing System (Baleno Motor), Fintech Payment Platform (MotionPay). I am based in Tangerang, Indonesia. I've successfully completed 3 projects while developing at Softaims. I possess comprehensive technical expertise across the entire solution lifecycle, from user interfaces and information management to system architecture and deployment pipelines. This end-to-end perspective allows me to build solutions that are harmonious and efficient across all functional layers. I excel at managing technical health and ensuring that every component of the system adheres to the highest standards of performance and security. Working at Softaims, I ensure that integration is seamless and the overall architecture is sound and well-defined. My commitment is to taking full ownership of project delivery, moving quickly and decisively to resolve issues and deliver high-quality features that meet or exceed the client's commercial objectives.

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My name is Ahsan A. and I have over 8 years years of experience in the tech industry. I specialize in the following technologies: Artificial Neural Network, Natural Language Processing, Deep Learning, Computer Vision, Machine Learning Model, etc.. I hold a degree in Master of Science (MS), Master of Science (MS), Bachelor of Science (BS). Some of the notable projects I’ve worked on include: Recruiter.AI: Automates hiring with AI for faster, fairer recruitment., Personalized Email Generation for Mass Marketing, QuickFit: Virtual try-on app for confident, smart online shopping., Healthcare Transcription Insights - Case Similarity & Embedding System, VirtuHire: AI hiring platform that modernizes recruitment., etc.. I am based in Glenview, United States. I've successfully completed 8 projects while developing at Softaims. I employ a methodical and structured approach to solution development, prioritizing deep domain understanding before execution. I excel at systems analysis, creating precise technical specifications, and ensuring that the final solution perfectly maps to the complex business logic it is meant to serve. My tenure at Softaims has reinforced the importance of careful planning and risk mitigation. I am skilled at breaking down massive, ambiguous problems into manageable, iterative development tasks, ensuring consistent progress and predictable delivery schedules. I strive for clarity and simplicity in both my technical outputs and my communication. I believe that the most powerful solutions are often the simplest ones, and I am committed to finding those elegant answers for our clients.

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My name is Lucio Ricardo M. and I have over 7 years years of experience in the tech industry. I specialize in the following technologies: Python, Back-End Development, LLM Prompt Engineering, Bot Development, node.js, etc.. I hold a degree in Master of Science (MS), Engineer's degree. Some of the notable projects I’ve worked on include: AI Travel Advisor, Network analyzer app, Django sample page. I am based in Cuernavaca, Mexico. I've successfully completed 3 projects while developing at Softaims. My passion is building solutions that are not only technically sound but also deliver an exceptional user experience (UX). I constantly advocate for user-centered design principles, ensuring that the final product is intuitive, accessible, and solves real user problems effectively. I bridge the gap between technical possibilities and the overall product vision. Working within the Softaims team, I contribute by bringing a perspective that integrates business goals with technical constraints, resulting in solutions that are both practical and innovative. I have a strong track record of rapidly prototyping and iterating based on feedback to drive optimal solution fit. I’m committed to contributing to a positive and collaborative team environment, sharing knowledge, and helping colleagues grow their skills, all while pushing the boundaries of what's possible in solution development.

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My name is Badmus O. and I have over 5 years years of experience in the tech industry. I specialize in the following technologies: API, PostgreSQL, Python, RESTful API, Docker, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I’ve worked on include: Meeney, Foxycabs, Learnmav, Zennal, Homesettler, etc.. I am based in Ibadan, Nigeria. I've successfully completed 9 projects while developing at Softaims. I approach every technical challenge with a mindset geared toward engineering excellence and robust solution architecture. I thrive on translating complex business requirements into elegant, efficient, and maintainable outputs. My expertise lies in diagnosing and optimizing system performance, ensuring that the deliverables are fast, reliable, and future-proof. The core of my work involves adopting best practices and a disciplined methodology, focusing on meticulous planning and thorough verification. I believe that sustainable solution development requires discipline and a deep commitment to quality from inception to deployment. At Softaims, I leverage these skills daily to build resilient systems that stand the test of time. I am dedicated to making a tangible difference in client success. I prioritize clear communication and transparency throughout the development lifecycle to ensure every deliverable exceeds expectations.

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My name is Firoz B. and I have over 1 year years of experience in the tech industry. I specialize in the following technologies: Python, AI Chatbot, React, LLM Prompt, WordPress, etc.. I hold a degree in Associate's degree, Bachelor of Science (BS). Some of the notable projects I’ve worked on include: Job Portal, WeOut, Landing Page Web Template, Adlsting - Classified Listing Web App, Jobflix - Job Portal Laravel Script. I am based in Santa Clarita, United States. I've successfully completed 5 projects while developing at Softaims. I am a dedicated innovator who constantly explores and integrates emerging technologies to give projects a competitive edge. I possess a forward-thinking mindset, always evaluating new tools and methodologies to optimize development workflows and enhance application capabilities. Staying ahead of the curve is my default setting. At Softaims, I apply this innovative spirit to solve legacy system challenges and build greenfield solutions that define new industry standards. My commitment is to deliver cutting-edge solutions that are both reliable and groundbreaking. My professional drive is fueled by a desire to automate, optimize, and create highly efficient processes. I thrive in dynamic environments where my ability to quickly master and deploy new skills directly impacts project delivery and client satisfaction.

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My name is Adam H. and I have over 2 years years of experience in the tech industry. I specialize in the following technologies: PHP, Laravel, MySQL, JavaScript, CSS, etc.. Some of the notable projects I’ve worked on include: n8n Voice AI Agent (Telegram), n8n Multi-tenant RAG chatbot, n8n Invoice Collector, n8n Summarize GIT History for Client Email, n8n Blog idea generator.. I am based in Los Angeles, United States. I've successfully completed 5 projects while developing at Softaims. I specialize in architecting and developing scalable, distributed systems that handle high demands and complex information flows. My focus is on building fault-tolerant infrastructure using modern cloud practices and modular patterns. I excel at diagnosing and resolving intricate concurrency and scaling issues across large platforms. Collaboration is central to my success; I enjoy working with fellow technical experts and product managers to define clear technical roadmaps. This structured approach allows the team at Softaims to consistently deliver high-availability solutions that can easily adapt to exponential growth. I maintain a proactive approach to security and performance, treating them as integral components of the design process, not as afterthoughts. My ultimate goal is to build the foundational technology that powers client success and innovation.

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